Abstract
This paper details an integrated methodology to optimise knowledge reuse and sharing, illustrated with a use case in the aeronautics domain. It uses ontologies as a central modelling strategy for the capture of knowledge from legacy documents via automated means, or directly in systems interfacing with knowledge workers, via user-defined, web-based forms. The domain ontologies used for knowledge capture also guide the retrieval of the knowledge extracted from the data using a semantic search system that provides support for multiple modalities during search. This approach has been applied and evaluated successfully within the aerospace domain, and is currently being extended for use in other domains on an increasingly large scale.
Similar content being viewed by others
References
Arasu A. and Garcia-Molina A.H. (2003). Extracting structured data from web pages. ACM SIGMOD international conference on management of data, San Diego, California
Berners-Lee, T., Hendler, J., & Lassila, O. (2001). The semantic web. Scientific American.
Bhagdev, R., Butters, J., Chakravarthy, A., Chapman, S., Dadzie, A.-S. et al. (2007). Doris: Managing document-based knowledge in large organisations via semantic web technologies. 6th international semantic web conference ISWC 2007 (Semantic Web Challenge Track), Busan, Korea.
Broekstra J. and Kampman A. (2003). SeRQL: A second generation RDF query language. SWAD-Europe workshop on semantic web storage and retrieval, Amsterdam, Netherlands
Chakravarthy, A., Lanfranchi, V., & Ciravegna, F. (2006). Cross-media document annotation and enrichment. 1st semantic authoring and annotation workshop, Proc., ISWC 2006.
Chapman, S. (2004). SimMetrics: A similarity library of metric algorithms for integration and comparison, http://www.dcs.shef.ac.uk/~sam/simmetrics.html.
Crescenzi, V., Mecca, G., & Merialdo, P. (2001). RoadRunner: Towards automatic data extraction from large web sites. International conference on very large data bases.
Corcho, Ó., Gómez-Pérez, A., López-Cima, A., López-García, V., & Suárez-Figueroa, M. C. (2003). ODESeW. Automatic generation of knowledge portals for intranets and extranets. Proceedings of the International Semantic Web Conference, ISWC 2003, Sanibel Island, Florida, USA.
Ducatel, G., Cui, Z., & Azvine, B. (2006). Hybrid ontology and keyword matching indexing system. Proceedings of the 15th International World Wide Web Conference, WWW 2006: Workshop IntraWebs 2006, Edinburgh, Scotland.
Dumas, M., Aldred, L., Heravizadeh, M., & ter Hofstede, A. H. M. (2002). Ontology markup for web forms generation. Proceedings, WWW’02 Workshop on Real-world Applications of RDF and the Semantic Web.
Giuliano, C., Lavelli, A., & Romano, L. (2006). Exploiting shallow linguistic information for relation extraction from biomedical literature. Proceedings of the 11th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2006), Trento, Italy.
Greenwood, M. A., & Iria, J. (2008). Saxon: An Extensible Multimedia Annotator (to appear in) Proceedings of the 6th International Conference on Language Resources and Evaluation, LREC 2008, Marrakech, Morocco.
Gupta S., Hawker J.S. and Smith R.K. (2005). Acquiring and delivering lessons learned for NASA scientists and engineers: A dynamic approach. ACM Southeast Regional Conference 2: 370–375
Hendler J. (2001). Agents and the semantic web. IEEE Intelligent Systems 16(2): 30–37
Iria, J., & Ciravegna, F. (2006). A methodology and tool for representing language resources for information extraction. Proceedings of the LREC 2006.
Iria, J., Ireson, N., & Ciravegna, F. (2006). An experimental study on boundary classification algorithms for information extraction using SVM. Proceedings of the 11th Conference of the European Chapter of the Association for Computational Linguistics.
Kiryakov, A., Popov, B., Ognyano, D., Manov, D., Kirilov, A., & Goranov, M. (2003). Semantic annotation, indexing, and retrieval. Proceedings of the International Semantic Web Conference, ISWC 2003, Sanibel Island, Florida, USA.
Kiryakov, A., Popov, B., Dimitar, M., Ognyanoff, D., Marinov, R., & Terziev, I. (2004). Automatic semantic annotation with KIM. Proceedings of the 3rd International Semantic Web Conference, ISWC 2004: Demo Papers, Hiroshima, Japan.
Laender A.H.F., Ribeiro-Neto B.A., da Silva A.S. and Teixeira J.S. (2002). A brief survey of web data extraction tools. ACM SIGMOD Record 31: 84–93
Lanfranchi, V., Ciravegna, F., & Petrelli, D. (2005). Semantic web-based document editing and browsing in AktiveDoc. 2nd European Semantic Web Conference ESWC.
Lanfranchi, V., Bhagdev, R., Chapman, S., Ciravegna, F., & Petrelli, D. (2007). Extracting and searching knowledge for the aerospace industry. Proceedings of the ESTC 2007.
Magalhães J. and Rüger S. (2007). Information-theoretic semantic multimedia indexing. ACM conference on image and video retrieval, Amsterdam, Holland
Manjunath, B. S., Salembier, P., & Sikora, T. (2002). Introduction to MPEG 7: Multimedia content description language. Wiley.
Manning C. and Schütze H. (1999). Foundations of statistical natural language processing. MIT Press, Cambridge, MA
Naphade M.R. and Huang T.S. (2001). A probabilistic framework for semantic video indexing filtering and retrieval. IEEE Transactions on Multimedia 3: 141–151
Preisach C. and Schmidt-Thieme L. (2006). Relational ensemble classification. IEEE international conference on data mining, Hong Kong, China
Rosenfeld B., Feldman R. and Aumann J. (2002). Structural extraction from visual layout of documents. ACM CIKM, McLean, Virginia, USA
Tengli, A., Yang, Y., & N. Ma, L. (2004) Learning table extraction from examples. Geneva, Switzerland: (COLING’04).
Xu J. and Huang Y. (2006). Using SVM to extract acronyms from text. Soft Computing 11(4): 369–373
The WIT tools page: http://nlp.shef.ac.uk/wig/tools.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Dadzie, AS., Bhagdev, R., Chakravarthy, A. et al. Applying semantic web technologies to knowledge sharing in aerospace engineering. J Intell Manuf 20, 611–623 (2009). https://doi.org/10.1007/s10845-008-0141-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10845-008-0141-1